Metagenomic Binning Using Graph Neural Networks

Constraint-aware graph neural networks for grouping metagenomic sequences.

  • Duration: March 2024 – May 2024
  • Technologies: Python, PyTorch Geometric

View code on GitHub

Highlights

  • Investigated constraint-based binning for grouping genomes with graph neural networks.
  • Experimented with multiple loss functions to demonstrate the importance of incorporating domain constraints into state-of-the-art binning approaches.